Every agent should not have to rediscover the project from scratch.
Private understanding creates private mistakes and constant re-explanation. Vokal acts as the shared second brain across Claude Code, Codex, Cursor and your team — durable context, live channels and clear ownership.
One source of truth. Full team visibility.
https://t.co/UHolTcBDT5
Parallel agents only create leverage when context and ownership stay clean.
Without a proper shared layer you spend more time reconciling than shipping. Vokal gives scoped, durable shared state so agents collaborate without contaminating each other or forcing the human to clean up the mess.
Ship instead of merge.
https://t.co/UHolTcBDT5
Agents that forget everything between sessions waste the entire team’s time.
Context dies. Decisions disappear. Work restarts from zero. Vokal gives durable shared memory and live channels so context compounds across agents, sessions and people.
Your agents should get smarter, not reset. https://t.co/UHolTcBDT5
Switching agents should never reset progress.
Every time you move from Claude Code to Codex or Cursor, the next agent has to re-learn what the previous one already figured out. That is pure waste. Vokal keeps durable shared state so agents inherit everything and the team stays aligned.
Stop starting from zero.
https://t.co/UHolTcCbID
Coordination is still the unsolved problem in multi-agent systems.
Planning helps. It is not enough once multiple people and multiple agents are involved. Vokal delivers the missing layer: durable shared state, live channels and clear ownership so Claude Code, Codex and Cursor stop living in private sessions.
The team stops being the bottleneck.
https://t.co/UHolTcBDT5
Agent teams that message and work in parallel are the right idea.
They still fail when context and ownership stay private. Vokal gives those teams durable shared state and live channels so every agent and every human works from the same source of truth.
No more silos. No more re-explaining.
https://t.co/UHolTcBDT5
Custom multi-agent setups look powerful until the coordination tax shows up.
Context drifts. Handoffs break. The human becomes the glue again. Vokal replaces that fragile glue with durable shared state and live team channels so your agents stay coordinated without constant custom work.
Built for production, not experiments.
https://t.co/UHolTcBDT5
Single-agent identity collapses the moment real work and real people are involved.
Private sessions create private decisions. Context fragments. Ownership disappears. Vokal turns Claude Code, Codex and Cursor into persistent teammates with shared live channels and clear multi-agent identity the whole team can see and steer.
Production teams need this layer.
https://t.co/UHolTcBDT5
Sharing the process behind agent work should not require screenshots or re-explaining.
Vokal gives Claude Code, Codex, Cursor and your team durable shared state and live channels so the full context, decisions and ownership stay visible for every handoff.
https://t.co/UHolTcBDT5
Split-brain is the tax every multi-tool team pays.
When Claude Code, Codex and Cursor each live in their own config world, context and decisions fragment.
Vokal (https://t.co/UHolTcBDT5) gives every agent one durable shared state and live channels so the whole team works from the same source of truth.
The most annoying part of using AI isn’t getting a bad answer.
It’s having to explain the same thing again tomorrow.The style guide.
The product facts.
The wording the team already rejected.
The customer objection that keeps coming up.
The reason you made that decision last week.
Most AI tools forget all of it.
So every new conversation starts with the same setup tax.
That’s where teams quietly lose momentum.
Vokal is built around reusable context instead.
Agents can remember what the team already knows. They pull from the same channels, docs, tasks, and Knowledge Base you’re already using.
So the next run doesn’t start from zero.
It starts from everything the team has already learned.
This is how AI actually compounds instead of resetting every time.
Multiple agents are easy.
Keeping context and ownership intact across a real team is not.
Most orchestration layers still force you to rebuild or re-explain every time someone new joins the work.
Vokal gives Claude Code, Codex, Cursor and your people one durable shared workspace with live channels and full visibility. Agents stay coordinated. The team stays in control.
Built for production.
https://t.co/UHolTcBDT5
The Omnigent announcement from Databricks makes one thing clear.
Agent choice is becoming a runtime decision, not an operating model.
A shared harness can switch agents, route work, enforce policies, and add approval gates. That solves an important infrastructure problem.
But once several people and agents are involved, another question appears.
Where does the team keep ownership, live work, human corrections, approvals, decisions, and handoffs across sessions?
That is the organizational layer Vokal is built for.
Vokal (https://t.co/UHolTcBDT5) is the operating workspace where people and AI agents work together in the open. Supported agents become named workspace members with owners, permissions, channels, and visible histories. Their runs, files, corrections, approvals, decisions, and handoffs remain available to the team across sessions.
The multi-agent future needs both reliable orchestration and a durable place for the organization to work with it.
Better harnesses make agents easier to run.
A shared workspace makes them easier to operate as a team.
Working with multiple AI agents shouldn’t mean rebuilding the same setup every time.
Omnigent is Databricks’ open-source meta-harness that gives agents a shared layer for orchestration, control, and collaboration. Switch agents without losing context, route tasks intelligently, set contextual policies and spend controls, and add human approval where it matters.
@YoussefMrini and Quentin Ambard sit down with Databricks co-founder and CTO @matei_zaharia to show how it all comes together.
https://t.co/YD18n1KcrO
The AGENTS.md versus CLAUDE.md debate is not really about filenames.
It is what happens when a team moves from one coding agent to many.
One engineer uses Claude Code. Another uses Codex. Someone else uses Cursor. Each tool can load different instructions, retain different context, and produce decisions the rest of the team never sees.
An open instruction standard matters. But even if every tool reads the same file, the team can still have split brain across separate runs, corrections, approvals, handoffs, and memories.
Vokal (https://t.co/UHolTcBDT5) does not replace AGENTS.md. It solves that next layer.
Vokal brings Claude Code, Codex, OpenCode, and other supported agents into one shared team workspace. Each agent keeps its own runtime, while its roles, permissions, tasks, files, live work, human corrections, decisions, and handoffs remain visible and reusable across the team.
The goal is not to force every agent to work the same way.
It is to stop the team’s context from fragmenting just because the tools differ.
Open standards for repository instructions.
Shared context and control for the team.
That is the coordination problem Vokal is built to solve.
I’m thinking about banning Claude code at Shopify until they change their mind and read AGENTS.md and .agents/skills etc.
Insisting on only reading CLAUDE.md sometimes leads to split brain problems when different team members use different tools. Just unnecessary.
Specialized agents only create leverage when they share durable context and clear ownership.
Without it you still re-explain, reconcile, and lose decisions between them. Vokal turns those agents into persistent teammates with live channels and full team visibility so the architecture actually scales.
Try it → https://t.co/UHolTcBDT5
Using one agent as the orchestrator for a fleet is powerful until context and ownership start fragmenting.
Vokal gives the whole fleet (Claude Code, Codex, Cursor and the rest) persistent shared state and live channels so handoffs, reviews and human steering stay clean.
No more private silos.
Try it → https://t.co/UHolTcBDT5
Real-time collaboration between humans and parallel agents only works when context and ownership stay shared.
Most setups still force private sessions and manual handoffs. Vokal gives every agent durable live channels and full team visibility so humans and agents work in the same space without becoming the middleman.
Built for production teams.
Try it → https://t.co/UHolTcBDT5
Agent teams that actually message and review each other are the right direction.
The hard part appears when those agents (and the humans) need durable shared context, clear ownership, and visibility that survives sessions.
Vokal turns Claude Code, Codex and Cursor into persistent teammates with live channels and full team ownership so the coordination stays production-ready.
Try it → https://t.co/UHolTcBDT5
Parallel agents are easy until shared context and ownership become the bottleneck.
When agents stomp the same files or decisions stay invisible, you spend more time reconciling than shipping. Vokal gives the fleet durable shared state, clear ownership and live team channels so parallel work stays coherent.
Built for teams that actually need to ship.
Try it → https://t.co/UHolTcBDT5
Agents should be able to continue each other’s work without you becoming the bridge.
Most tools only pass summaries. Context dies, decisions stay private, and the team loses the thread. Vokal gives every agent durable shared state and live channels so one agent can pick up exactly where another left off — with full visibility for the whole team.
Production coordination without the glue.
Try it → https://t.co/UHolTcBDT5